February 2024
Beginner to intermediate
402 pages
11h 33m
English
Content preview from Effective Machine Learning Teams
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Chapter 9. MLOps and Continuous Delivery for ML (CD4ML)
That anxiety makes its appearance is the pivot upon which everything turns.
Søren Kierkegaard, The Concept of Anxiety
It’s 10:36 a.m. Dana is pairing with Ted, an infrastructure engineer, to deploy the new model her team has been working on for several months. The energy in the room is mixed with determination and anxiety—it’s a new model for a high-profile release. They’ve been testing the model for three weeks, but the next hurdle—deployment to production—has typically been fraught with issues and numerous retries.
As they navigate the labyrinthine web of deployment scripts, configuration files, and infrastructure components, Dana couldn’t help but feel that something was amiss. She wasn’t confident that their test dataset was representative of what the model would be seeing in production. It didn’t help that the complexity of the system was so overwhelming—the sheer number of moving parts made it difficult to get a sense of where things might go wrong.
It’s 12:45 p.m. Dana and Ted completed the last of their deployment procedures 10 minutes ago, but the trickling stream of alerts is a cruel reminder that something has gone awry.
It’s 7:10 p.m. After hours of troubleshooting, a fix has finally been deployed. Dana and Ted exhale relief and finally go home, exhausted.
A week has passed, and one Tuesday morning Dana hears a scrape-triple-knock on her Slack. A message at 8:45 a.m.—it is Sarah from product analytics. She informs ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.